Few Shot Learning On Fgvc Aircraft 1
평가 지표
12-shot Accuracy
16-shot Accuracy
4-shot Accuracy
8-shot Accuracy
Harmonic mean
평가 결과
이 벤치마크에서 각 모델의 성능 결과
모델 이름 | 12-shot Accuracy | 16-shot Accuracy | 4-shot Accuracy | 8-shot Accuracy | Harmonic mean | Paper Title | Repository |
|---|---|---|---|---|---|---|---|
| CAL | 67.6 | 74.3 | 35.2 | 55.4 | 35.2 | Counterfactual Attention Learning for Fine-Grained Visual Categorization and Re-identification | |
| Real-Guidance + CAL | 65.8 | 72.5 | 34.5 | 54.6 | 34.5 | Is Synthetic Data From Diffusion Models Ready for Knowledge Distillation? | |
| SaSPA + CAL | 75.4 | 78.9 | 52.2 | 67.2 | 52.2 | Advancing Fine-Grained Classification by Structure and Subject Preserving Augmentation | |
| Variational Prompt Tuning | - | - | - | - | 34.69 | Bayesian Prompt Learning for Image-Language Model Generalization |
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